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Xiaofeng Han

3 accepted papers

2024

Beyond Static Evaluation: A Dynamic Approach to Assessing AI Assistants’ API Invocation Capabilities

COLING 2024main

With the rise of Large Language Models (LLMs), AI assistants’ ability to utilize tools, especially through API calls, has advanced notably. This progress has necessitated more accurate evaluation methods. Many existing studies adopt static evaluation, where they assess AI assistants’ API call based…

2018

Fully Convolutional Neural Networks for Road Detection with Multiple Cues Integration

ICRA 2018poster

Road detection from images is a key task in autonomous driving. The recent advent of deep learning (and in particular, CNN or convolutional neural networks) has greatly improved the performance of road detection algorithms. In this paper, we show how to fuse multiple different cues under the same co…

Cited by 11SourceScholar
2018

Single Image Water Hazard Detection using FCN with Reflection Attention Units

ECCV 2018poster

Water bodies, such as puddles and flooded areas, on and off road pose significant risks to autonomous cars. Detecting water from moving camera is a challenging task as water surface is highly refractive, and its appearance varies with viewing angle, surrounding scene, weather conditions. In this pap…